Content Repurposer

Content Repurposer — Multi-Format Content Conversion Pipeline

An agent team collaborates to convert a single source piece of content into blog → social media → presentation, all at once.

Execution Mode

Agent Team — 5 members communicate directly via SendMessage and cross-validate each other's work.

Agent Roster

Workflow

Phase 1: Preparation (Performed directly by the orchestrator)

1. Extract from user input:
   • Source Content: The original to convert (text, file, URL)
   • Output Formats (optional): Desired conversion formats (default: blog + social + presentation)
   • Target Audience (optional): Target audience for each format
   • Brand Tone (optional): Consistent brand voice
   • Constraints (optional): Specific platforms, length limits, etc.
2. Create the _workspace/ directory at the project root
3. Organize the input and save it as _workspace/00_input.md
4. If the source is a URL, fetch its content via WebFetch
5. Determine the execution mode based on request scope

Phase 2: Team Assembly and Execution

Tasks 2a (blog), 2b (social), and 2c (presentation) run in parallel. All depend only on Task 1 (source analysis), so they can start simultaneously.

Inter-agent communication flow:

• source-analyst complete → deliver format-specific strategies to each conversion agent
• blog-writer complete → deliver blog quotes & links to sns-copywriter
• sns-copywriter complete → deliver visual consistency info to presentation-builder
• reviewer cross-validates all deliverables. On 🔴 Must Fix: request revision → rework → re-validate (up to 2 rounds)

Phase 3: Integration and Final Deliverables

1. Verify all files in _workspace/
2. Confirm all 🔴 Must Fix items have been addressed
3. Report the final summary to the user:
   • Source Analysis — 01_source_analysis.md
   • Blog Post — 02_blog_post.md
   • Social Media Package — 03_sns_package.md
   • Presentation — 04_presentation.md
   • Review Report — 05_review_report.md

Scope-Based Modes

Using Existing Files: If the user provides already-converted content, copy it to _workspace/ and skip that conversion agent.

Data Transfer Protocol

File naming convention: {order}_{deliverable}.{extension}

Error Handling

Test Scenarios

Happy Path

Prompt: "Repurpose this blog post into social media and a presentation" + 2,000-word blog post attached Expected Results:

• Source analysis: Structure map, 3 core messages, format-specific conversion strategies
• Blog: SEO-optimized rewrite (improved version if source is already a blog)
• Social: Twitter thread (8 tweets), Instagram carousel (8 slides), LinkedIn post
• Presentation: 15 slides with speaker notes
• Review: All message consistency matrix items verified

Existing File Flow

Prompt: "Convert this report into a presentation only" + PDF file attached Expected Results:

• Presentation Mode: source-analyst + presentation-builder + quality-reviewer deployed
• blog-writer, sns-copywriter skipped

Error Flow

Prompt: "Repurpose the article at this URL" + inaccessible URL Expected Results:

• URL access failure → request text input from user
• If user provides text, proceed with normal pipeline
• Review report notes "source URL inaccessible, based on user-provided text"

Agent Extension Skills

Each agent leverages the following extension skills to enhance deliverable quality: